Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
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Policy Critique
5,980 comments
I will say this,Trump is a hell a lot better then biden, but I'm against tariffs altogether
I will say this,Trump is a hell a lot better then biden, but I'm against tariffs altogether
Compares Trump favorably to Biden while critiquing tariff policy as a specific government position.
@nink1239
Mar 4, 2025
? no justification? Commitments mean nothing, you have done nothing but talk for years. And attacking the US president shows that your grasp of power is fading. I wish Canada the best and hope they …
? no justification? Commitments mean nothing, you have done nothing but talk for years. And attacking the US president shows that your grasp of power is fading. I wish Canada the best and hope they get a Prime Minister they deserve.
Criticizes Trudeau's leadership record and policy commitments while comparing him unfavorably to other leaders.
@user-oo7vd2jv4i
Mar 4, 2025
keep american guns and gangsters Out of Canada. \nTHEY need to fix THAT. \ncanada does not need a ridiculous, gold braid infested czar, we're Canadian, not russian!
keep american guns and gangsters Out of Canada. \nTHEY need to fix THAT. \ncanada does not need a ridiculous, gold braid infested czar, we're Canadian, not russian!
Calls for policy action against American influence while asserting Canadian identity and rejecting authoritarian governance.
@judithfahey-t9o
Mar 4, 2025
Stop the flow of human trafficking and drugs you pos, you want to continue a disgusting war. Now you will be humbled
Stop the flow of human trafficking and drugs you pos, you want to continue a disgusting war. Now you will be humbled
Criticizes government handling of border security and drug trafficking while predicting negative consequences.
@PddIFYU
Mar 4, 2025
@Tradeau, Stop lecturing us about tariffs and threatening Americans. Your country has high taxes, and before it affects Americans, Canadian citizens will feel the consequences more. Additionally, stop pushing illegal immigrants and fentanyl across the …
@Tradeau, Stop lecturing us about tariffs and threatening Americans. Your country has high taxes, and before it affects Americans, Canadian citizens will feel the consequences more. Additionally, stop pushing illegal immigrants and fentanyl across the US border. You call it a trade war, but we Americans call it a fair deal. You were well informed about the consequence but you never got serious about the warning. Canada must check strictly shipments from Mexico and China.
Critiques Canadian policy and leadership while making unverified claims about illegal immigrants and fentanyl crossing borders, framed as security threats.
@jorgegarison6662
Mar 4, 2025
We can all thank most boomers for another Liberal term. I've seen them talk about how they'd leave Canada and live somewhere else if Carney didn't win. Must be nice to have that kind of …
We can all thank most boomers for another Liberal term. I've seen them talk about how they'd leave Canada and live somewhere else if Carney didn't win. Must be nice to have that kind of privilege when they force this hellscape on the rest of us.
Criticizes older generation voters for supporting Liberal policies that created negative immigration outcomes, framing it as generational injustice.
mavery012
Sep 10, 2025
Thank Trudeau and Panjeet Singh.
Thank Trudeau and Panjeet Singh.
Blames political leaders for immigration policy, with implicit criticism of government decision-making.
solitaire5142
Aug 31, 2025
I bet he's doing this just like trump so that the rich can make money raises prices on the consumers of both nations
I bet he's doing this just like trump so that the rich can make money raises prices on the consumers of both nations
Criticizes government policy as serving wealthy interests and causing consumer price increases, drawing a comparison to Trump.
@brodo2338
Mar 4, 2025
We have a senseless,crafty con man advising the presidency!
We have a senseless,crafty con man advising the presidency!
Criticizes a political advisor's character and competence in relation to presidential governance.
Policy Critique
0.78
@Observer75487
Mar 4, 2025
Canadians do not like Trudeau, he’s increased his citizens inflation with Rules, regulations, communism at core. It’s about Returning Americans the robbed coffers of Taxpayers funds, Americans have United, others move to Canada.
Canadians do not like Trudeau, he’s increased his citizens inflation with Rules, regulations, communism at core. It’s about Returning Americans the robbed coffers of Taxpayers funds, Americans have United, others move to Canada.
Criticizes Trudeau's policies (inflation, regulations) and frames Canadian political issues as distinct from American concerns.
@mariaramirez4357
Mar 4, 2025
Shouldn't get health benefits ...absolutely not ...I can't even get dental care ...to rich ...Mexico, here I come 😅
Shouldn't get health benefits ...absolutely not ...I can't even get dental care ...to rich ...Mexico, here I come 😅
Criticizes immigrant health benefits while expressing personal frustration about own healthcare access.
MapleSyrupPoet
Nov 21, 2025
Well we're pretty big on deporting people right now so you might not want to sneak over just yet in fact maybe you should just look into coming over to the greatest country in the …
Well we're pretty big on deporting people right now so you might not want to sneak over just yet in fact maybe you should just look into coming over to the greatest country in the world the legal way I know it's an unpopular opinion or you can just stay in Canada
References current deportation policy and advocates for legal immigration pathways while implicitly criticizing illegal entry, with some sarcasm about Canada's status.
leviolin9328
Feb 6, 2026
Too many handouts!!! Stop 🛑 this madness.
Too many handouts!!! Stop 🛑 this madness.
Criticizes government spending on social benefits and calls for policy cessation, though expressed with minimal elaboration.
jenniferjohnson5961
Aug 26, 2025
I just want to thank our previous honorable & most revered PM Mr. Trudeau & his liberal party for destroying & changing the face of canada((((((((((((((((((((((((((((((((((((((((((((((((((((( and made it the worst & dirtiest & high …
I just want to thank our previous honorable & most revered PM Mr. Trudeau & his liberal party for destroying & changing the face of canada((((((((((((((((((((((((((((((((((((((((((((((((((((( and made it the worst & dirtiest & high crime rate (((((((((((((((((((((((
Blames previous leadership for immigration policy changes and national decline, framing it as destruction of Canadian identity.
LS-kh6zf
Feb 7, 2026
No illegal, no refugee and no new immigrant should get one dime more than the lowest paid Canadian.
No illegal, no refugee and no new immigrant should get one dime more than the lowest paid Canadian.
Advocates for equal or reduced welfare treatment of immigrants relative to Canadian citizens, combining policy position with fairness argument.
garyhenneberry72
Aug 25, 2025
we could have linked immigration to the data points and mandatory rules to ensure temporary workers are paid 50% more than the prevailing market wage to ensure its legitimacy. Unfortunately its runited and far behind …
we could have linked immigration to the data points and mandatory rules to ensure temporary workers are paid 50% more than the prevailing market wage to ensure its legitimacy. Unfortunately its runited and far behind the repair and its still going on without any brakes :'(
Critiques immigration system design and proposes wage-based regulatory solutions for temporary workers.
Ash-hz7nc
Jun 29, 2025
I don't support public Islam prayers... No loud mics ever... Anywhere........ Bearded non muslim here. I am sure there are good once too for sure who quietly pray for all peace. And do not talk …
I don't support public Islam prayers... No loud mics ever... Anywhere........ Bearded non muslim here. I am sure there are good once too for sure who quietly pray for all peace. And do not talk no sense about Hinduism, they don't ruin water, it's respecting water, it's the other way around.
Expresses opposition to specific religious practices in public spaces while attempting to distinguish between groups, framed as a policy position on religious accommodation.
Reddylion
Aug 25, 2025
All you conservatives should look in the mirror. Pierre has two of the most obnoxious Indians beside him in parliament, that's why he doesn't want to read the files, he's the biggest hypocrite of them …
All you conservatives should look in the mirror. Pierre has two of the most obnoxious Indians beside him in parliament, that's why he doesn't want to read the files, he's the biggest hypocrite of them all.
That lady about the treacherous convoy, they deserved to be sent to prison just like the criminal elements from india.
Critiques political leadership hypocrisy on immigration while making unsubstantiated claims linking Indian immigrants to criminal elements.
waynestrainer
Aug 25, 2025
I only disagree with one thing he said. Donald is NOT a very smart guy. But, I understand that this is intended to assuage the Goblin King's ego.
I only disagree with one thing he said. Donald is NOT a very smart guy. But, I understand that this is intended to assuage the Goblin King's ego.
Critiques Trump's intelligence while sarcastically acknowledging the statement may be intentional appeasement, blending critique with irony.
@joelblakely5268
Mar 4, 2025
How about we change the language law. I'm english, don't understand indy. Still they are aloud to speak there language in font of me, even if I'm the ony English person in the room. They …
How about we change the language law. I'm english, don't understand indy. Still they are aloud to speak there language in font of me, even if I'm the ony English person in the room. They should speak English if there's an English person in the room
Critiques language laws and proposes policy change while asserting English-speaker identity and rights in multilingual spaces.
lorrainecollins6686
Aug 25, 2025
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Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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Discourse Quality (Perspective API)